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HOW TO
MANAGE LARGE
AMOUNTS OF
DATA WITH
ITERATEE
BY @WAXZCE – QUENTIN ADAM
SCALA DAYS 2014 BERLIN
MY DAY TO DAY WORK :
CLEVER CLOUD, MAKE YOUR
APP RUN ALL THE TIME
And learn a lot of things about your code, apps, and good/bad design…
KEEP YOUR APPS ONLINE. MADE WITH
NODE.JS, SCALA, JAVA, RUBY, PHP,
PYTHON, GO…
AND LEARN A LOT OF THINGS ABOUT
YOUR CODE, APPS, AND GOOD/BAD
DESIGN…
WHY STREAMS ARE SO
TRENDY THESE DAYS?
2 MAIN
REASONS
DATA ARE COMING
BIGGER AND BIGGER
WE NEED TO ACT WHILE
DATA TRANSFERRING IS
OCCURRING
&
WE ARE NOW USING
LOTS OF PERMANENT
CONNECTION
EXAMPLE
WHAT IS INSIDE AN
HTTP REQUEST ?
Verb
• The action
Resource
• The object of the action
Headers
• The context of the action
Body
• Optional
• The datas
IN MANY CASE THE REQUEST IS
MANIPULATE ALL FROM MEMORY
UPLOADING A
20 GB FILE ON
A POST
REQUEST
AND STORE IT
EXAMPLE
IT’S A BAD IDEA TO PUT THE BODY
PART IN MEMORY
CREATE A TEMP FILE TO STORE THE
DATA
Client
upload
file
Create a
temp file
Send a
file in a
backend
Then
answer to
the client
The file is
transferring two
times
NOT SO GOOD
Client
upload file
Directly
stream it to
the backend
Then
answer to
the client
LET’S ACT ON STREAM!
CLASSIC JAVA STREAM
MANAGEMENT
CLASSIC JAVA STREAM
MANAGEMENT
• Buffers
• Buffer management
• Buffer exception
• Buffer overflow
CLASSIC JAVA STREAM
MANAGEMENT
• Low performances if not buffered
• Not modular
• Thread blocking
• Code is ugly
• No back pressure
• Error handling is bad
• i/o management and business code are mixed
I CAN’T SLEEP IN THE NIGHT
WE HAVE TO FIND A BETTER WAY
THAT’S
WHY WE
NEED
ITERATEE
DATA
STRUCTURES
TO EXPRESS
DATA STREAM
MANAGEMENT
Like a recipe
Consume the data
ITERATEE : HOW TO MANAGE A STREAM
Produce the data
ENUMERATOR : DATA STREAM
Set of tools to do cool things with Iteratee and Enumerator
ENUMERATEE
SIMPLE EXAMPLE TO START
AN ENUMERATOR
AN ITERATEE
INPUTS
• EOF
• Empty
• El
ITERATEE STATES
• Done
• Error
• Cont
AN ITERATEE
AN ITERATEE TO
MANAGE THE STREAM
AN ITERATEE
ITERATEE
COMPOSITION
PURE FUNCTIONAL
TYPE SAFE
COMPOSITION
SO WE WILL
JUST MANAGE
THE BODY
STREAM
JUST DO NOT REWRITE HTTP PARSER
CREATE TEMP FILE
Built in on play with
CREATE TEMP FILE
Built in on play with
BODY
PARSERS
REQUEST HEADERS -> ITERATEE[ARRAY[BYTE],
EITHER[SIMPLERESULT, ?]]
GET FILE AND
CALCULATE HASH FROM
CHUNK
DEMO
I WANT TO
USE FORMS
SO
PARTHANDLER
ALLOW YOU TO
COMPOSE A
BODYPARSER
ITERATEE <3 COMPOSITION
NOW WE CAN ACCESS
TO STREAMS 
DATA STORAGE
I HATE FILE
SYSTEM
I HATE FILE
SYSTEM
DO NOT USE THE FILE
SYSTEM AS A DATASTORE
File system are POSIX compliant
• POSIX is ACID
• POSIX is powerful but is a bottleneck
• File System is the nightmare of ops
• File System creates coupling (host provider/OS/language)
• SPOF-free multi tenant File System is a unicorn
• Key = hash of the chunk
STORE FILE IN CHUNK INSIDE K/V
STORE
STORE AS META DATA
THE LIST OF CHUNKS
PROCESS
File is post
by browser
Stream is
chunk
nomalized
Each chunk
is async
store in kv
List of chunk
hash is store
with file id
No overhead
for data
store 
NEW DEMO
• Play 2 + iteratee
• Datastore is riak 
ARE YOU CONVINCE
TO USE STREAM ?
DATA STREAMING
PROGRAMMING IS NOW
TRENDING
THX TO @CLEMENTD
CLEMENT DELAFARGUE
I’m @waxzce on twitter
I’m the CEO of
A PaaS provider, give it a try
;-)
THX FOR LISTENING
& QUESTIONS TIME
Coupon for Clever Cloud trial :
berlin_scala_days

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